Video yükleniyor...

Video Yüklenemedi

Ana Sayfaya Dön

Mathematician Terence Tao: Training and running LLMs isn't mathematically difficult; any math undergrad could understand the basics The mystery is that we have no theory to predict why models excel at certain tasks and fail at others "we can only make empirical experiments"

haider1's profile picture

Haider.

69,548 subscribers

1,218,513 görüntüleme • 7 ay önce •via X (Twitter)

Bilim & Teknoloji
LIVE

Anya Rossi• Live Now

Private livecam show

0 Yorum

Yorum bulunmuyor

Orijinal gönderinin yorumları burada görünecek

Benzer Videolar

Joscha Bach says current AI doesn't need to be conscious to execute tasks, but it must simulate reality to understand it LLMs don't just predict words To solve complex problems, they build deep internal models of spatial reasoning and the human theory of mind "that is why AI can talk about reasoning and mental states"
2:07

Joscha Bach says current AI doesn't need to be conscious to execute tasks, but it must simulate reality to understand it LLMs don't just predict words To solve complex problems, they build deep internal models of spatial reasoning and the human theory of mind "that is why AI can talk about reasoning and mental states"

Haider.

17,743 görüntüleme • 5 ay önce

📁 Terence Tao, Fields Medal mathematician, says mathematics could become AI’s safest and most powerful domain. Language models can be brilliant or completely wrong, but in math every claim is forced through logic and can even be verified by proof assistants. Where other fields struggle with unreliability, mathematics can eliminate the noise and preserve only what is true.
1:22

📁 Terence Tao, Fields Medal mathematician, says mathematics could become AI’s safest and most powerful domain. Language models can be brilliant or completely wrong, but in math every claim is forced through logic and can even be verified by proof assistants. Where other fields struggle with unreliability, mathematics can eliminate the noise and preserve only what is true.

Jon Hernandez

79,394 görüntüleme • 6 ay önce

Terence Tao says current math perfectly explains most of the universe, but fails at the extremes of black holes and the early universe "solving this requires a missing theory of quantum gravity" To find it, we must completely abandon our fundamental notions of space and time
1:02

Terence Tao says current math perfectly explains most of the universe, but fails at the extremes of black holes and the early universe "solving this requires a missing theory of quantum gravity" To find it, we must completely abandon our fundamental notions of space and time

Haider.

94,318 görüntüleme • 5 ay önce

Terence Tao has an IQ above 200. Youngest gold medalist in Math Olympiad history. Fields Medal winner. The greatest living mathematician by nearly any measure. And he just said something most people aren’t ready for. Tao: “This whole era of AI is teaching us that our idea of what intelligence is, is not really accurate.” We spent centuries building civilization on one assumption. That intelligence was sacred. Irreducible. Uniquely ours. The one thing that made the entire human story make sense. Then AI started solving things we swore only we could. Chess. Language. Vision. Math. And every time, we reached for the same defense. That’s not real intelligence. It’s just tricks. Just pattern matching. Just an algorithm. Tao: “You look at how it’s done and it doesn’t feel like intelligence.” So we moved the line. Again. And again. And again. Because intelligence was supposed to feel like something. Something deep. Something we could point to and say… this is what separates us from everything else. But AI kept solving the problems. And that feeling never arrived. Tao: “We were looking for some elusive, intelligent way of thinking and we don’t see it in the tools that actually solve our goals.” Here’s what makes it worse. Large language models work by predicting the next word. One word at a time. No grand architecture. No deep understanding. Just probability. And it works. Tao: “Maybe that’s actually a lot of what humans do as well.” The greatest living mathematician just told you human thought might run on the same machinery. Not some transcendent spark. Pattern recognition. Prediction. One thought, one decision, one word at a time. We built religion around intelligence. Philosophy around it. An entire species identity around it. And a machine running probability just held up a mirror. We didn’t lose intelligence to AI. We just finally saw what it always was. What haunts us isn’t that machines learned to think. It’s that thinking was never what we needed it to be.
1:19

Terence Tao has an IQ above 200. Youngest gold medalist in Math Olympiad history. Fields Medal winner. The greatest living mathematician by nearly any measure. And he just said something most people aren’t ready for. Tao: “This whole era of AI is teaching us that our idea of what intelligence is, is not really accurate.” We spent centuries building civilization on one assumption. That intelligence was sacred. Irreducible. Uniquely ours. The one thing that made the entire human story make sense. Then AI started solving things we swore only we could. Chess. Language. Vision. Math. And every time, we reached for the same defense. That’s not real intelligence. It’s just tricks. Just pattern matching. Just an algorithm. Tao: “You look at how it’s done and it doesn’t feel like intelligence.” So we moved the line. Again. And again. And again. Because intelligence was supposed to feel like something. Something deep. Something we could point to and say… this is what separates us from everything else. But AI kept solving the problems. And that feeling never arrived. Tao: “We were looking for some elusive, intelligent way of thinking and we don’t see it in the tools that actually solve our goals.” Here’s what makes it worse. Large language models work by predicting the next word. One word at a time. No grand architecture. No deep understanding. Just probability. And it works. Tao: “Maybe that’s actually a lot of what humans do as well.” The greatest living mathematician just told you human thought might run on the same machinery. Not some transcendent spark. Pattern recognition. Prediction. One thought, one decision, one word at a time. We built religion around intelligence. Philosophy around it. An entire species identity around it. And a machine running probability just held up a mirror. We didn’t lose intelligence to AI. We just finally saw what it always was. What haunts us isn’t that machines learned to think. It’s that thinking was never what we needed it to be.

Dustin

564,613 görüntüleme • 3 ay önce

Nick Fuentes and THRL agree that the way Hitler is demonized is no different than what they do to Robert E. Lee. “We have to grow up at a certain point with the childish stuff about, ‘No, no, he's evil.’ That's all he is. That's the only thing we could ever say.”
2:08

Nick Fuentes and THRL agree that the way Hitler is demonized is no different than what they do to Robert E. Lee. “We have to grow up at a certain point with the childish stuff about, ‘No, no, he's evil.’ That's all he is. That's the only thing we could ever say.”

Fuentes Updates

63,831 görüntüleme • 7 ay önce

“We have to make sure that we don’t fail them (the voters), at all cost. That is why we say we will fix the problems of the province, it’s not arrogance”, ANC Provincial Chairperson Dr Phophi Ramathuba, addressing the ANCYL Students Imbizo at the University of Limpopo
0:52

“We have to make sure that we don’t fail them (the voters), at all cost. That is why we say we will fix the problems of the province, it’s not arrogance”, ANC Provincial Chairperson Dr Phophi Ramathuba, addressing the ANCYL Students Imbizo at the University of Limpopo

Jackson

30,083 görüntüleme • 1 ay önce

This is wrong at so many levels. I mean at least he could have the basics right, if nothing else. I checked my excel compounder and it only requires to double 7 times to become a crorepati if you start with 1l. Idk why is the guy suggesting 12 times.
0:20

This is wrong at so many levels. I mean at least he could have the basics right, if nothing else. I checked my excel compounder and it only requires to double 7 times to become a crorepati if you start with 1l. Idk why is the guy suggesting 12 times.

Ashish Gupta

30,299 görüntüleme • 3 yıl önce

Barcelona’s beaches are smoke-free zones where we can do sport and enjoy the sea. Let’s clean up any mess we make and not cause any inconvenience to others. At the beach, just like at home, let’s take care of the things we share! #PlaEndreça
0:20

Barcelona’s beaches are smoke-free zones where we can do sport and enjoy the sea. Let’s clean up any mess we make and not cause any inconvenience to others. At the beach, just like at home, let’s take care of the things we share! #PlaEndreça

Ajuntament de Barcelona

2,156,770 görüntüleme • 2 yıl önce

📁 Demis Hassabis says that one of the main reasons we are not yet at AGI is the lack of consistency. He explains that current systems can solve International Math Olympiad level problems but still fail at basic logic tasks or even chess. They are uneven intelligences, exceptional in some areas and surprisingly weak in others, which falls short of true AGI.
1:01

📁 Demis Hassabis says that one of the main reasons we are not yet at AGI is the lack of consistency. He explains that current systems can solve International Math Olympiad level problems but still fail at basic logic tasks or even chess. They are uneven intelligences, exceptional in some areas and surprisingly weak in others, which falls short of true AGI.

Jon Hernandez

10,541 görüntüleme • 8 ay önce

Terence Tao summarized how AI is massively accelerating math career and math research. "In math, you previously had to basically go through years and years of education to be a math PhD before you could contribute to the frontier of math research. But now it's quite possible at the high school level or whatever, that you could get involved in a math project and actually make a real contribution because of all these AI tools and lean and everything else." From Dwarkesh Patel podcast (link to full video in comment)
0:28

Terence Tao summarized how AI is massively accelerating math career and math research. "In math, you previously had to basically go through years and years of education to be a math PhD before you could contribute to the frontier of math research. But now it's quite possible at the high school level or whatever, that you could get involved in a math project and actually make a real contribution because of all these AI tools and lean and everything else." From Dwarkesh Patel podcast (link to full video in comment)

Rohan Paul

61,705 görüntüleme • 2 ay önce

Google’s Quantum AI Found Something Disturbing in String Theory. The Results Are Unsettling...🧐🤔 Google’s Quantum AI may have just opened a door that scientists weren’t ready for. While running experiments connected to string theory, researchers claim the system uncovered results that were not only unexpected — but deeply unsettling. Could this be the first sign that our understanding of the universe is incomplete? In this documentary-style breakdown, we’ll look at what the AI discovered, why physicists are both excited and disturbed, and how these findings could change the future of science. This is not just theory anymore — it’s a glimpse into something far bigger than we imagined...
18:18

Google’s Quantum AI Found Something Disturbing in String Theory. The Results Are Unsettling...🧐🤔 Google’s Quantum AI may have just opened a door that scientists weren’t ready for. While running experiments connected to string theory, researchers claim the system uncovered results that were not only unexpected — but deeply unsettling. Could this be the first sign that our understanding of the universe is incomplete? In this documentary-style breakdown, we’ll look at what the AI discovered, why physicists are both excited and disturbed, and how these findings could change the future of science. This is not just theory anymore — it’s a glimpse into something far bigger than we imagined...

UFO mania

196,710 görüntüleme • 8 ay önce

Two-thirds of America’s kids can’t read or do math at grade level. That alone should’ve been a national emergency. Instead, we turned classrooms into cultural battlegrounds and forgot the basics of education. Mississippi proved we can fix it — focus on reading, phonics, teachers, and accountability. It’s time to get back to the basics and make sure every child in America can read, count, and dream again.
2:23

Two-thirds of America’s kids can’t read or do math at grade level. That alone should’ve been a national emergency. Instead, we turned classrooms into cultural battlegrounds and forgot the basics of education. Mississippi proved we can fix it — focus on reading, phonics, teachers, and accountability. It’s time to get back to the basics and make sure every child in America can read, count, and dream again.

Rahm Emanuel

14,379 görüntüleme • 9 ay önce

Yann LeCun says robotics could become a huge market, but the industry still doesn't know how to make humanoid robots useful The missing piece is AI that can understand the physical world and handle tasks with generality and adaptability "LLMs are useful, but for different problems"
1:00

Yann LeCun says robotics could become a huge market, but the industry still doesn't know how to make humanoid robots useful The missing piece is AI that can understand the physical world and handle tasks with generality and adaptability "LLMs are useful, but for different problems"

Haider.

13,727 görüntüleme • 3 ay önce

Why do we need immigration at all? And why, when we have the immigration we need, is it a good idea to help those migrants integrate & put down roots? Bringing it back to basics at 6am on a Sunday 😅👇
2:09

Why do we need immigration at all? And why, when we have the immigration we need, is it a good idea to help those migrants integrate & put down roots? Bringing it back to basics at 6am on a Sunday 😅👇

Zoe Gardner

32,436 görüntüleme • 5 ay önce

LLMs are great for human in the loop applications, but fail at deterministic developer tasks. Interfaze (YC P26) is a new AI model that outperforms general LLMs on high accuracy tasks like: OCR, Object Detection, Web scraping, Speech-to-text, Classification and more. Congrats on the launch, Yoeven and Harsha!
1:21

LLMs are great for human in the loop applications, but fail at deterministic developer tasks. Interfaze (YC P26) is a new AI model that outperforms general LLMs on high accuracy tasks like: OCR, Object Detection, Web scraping, Speech-to-text, Classification and more. Congrats on the launch, Yoeven and Harsha!

Y Combinator

71,358 görüntüleme • 4 ay önce

In just a few months, we've closed the gap from 21 points to 5 points in the polls. We can end political corruption. We can control AI so it works for humanity, not the oligarchs. We can have Medicare-for-all and lower the cost of living. But to do any of that, we have to change the leadership and direction of the Democratic Party, and our campaign is the only one willing to speak that truth. San Franciscans agree, and that's why we're surging. Sign up to volunteer at This is our chance.
0:47

In just a few months, we've closed the gap from 21 points to 5 points in the polls. We can end political corruption. We can control AI so it works for humanity, not the oligarchs. We can have Medicare-for-all and lower the cost of living. But to do any of that, we have to change the leadership and direction of the Democratic Party, and our campaign is the only one willing to speak that truth. San Franciscans agree, and that's why we're surging. Sign up to volunteer at This is our chance.

Saikat Chakrabarti for Congress

45,719 görüntüleme • 4 ay önce

It’s moving season for many of our service members. We understand that the process is difficult and needs to be fixed. That’s why we are overhauling the PCS process to make it easier for our service members and their families.
3:22

It’s moving season for many of our service members. We understand that the process is difficult and needs to be fixed. That’s why we are overhauling the PCS process to make it easier for our service members and their families.

Secretary of War Pete Hegseth

648,446 görüntüleme • 1 yıl önce

John Kirby on New Jersey Drones: “I understand why people would be concerned, and we share their concern. That’s why the DHS and the FBI — my goodness — looking at this. We take this seriously, and we understand that people have questions — so do we”
5:47

John Kirby on New Jersey Drones: “I understand why people would be concerned, and we share their concern. That’s why the DHS and the FBI — my goodness — looking at this. We take this seriously, and we understand that people have questions — so do we”

Benny Johnson

179,253 görüntüleme • 1 yıl önce